// RUN โ€” FITS

Can the Instinct MI430X run FRED-T5-XL?

Yes โ€” here's how fast and up to what context, with real measured numbers.

FRED-T5-XL on the Instinct MI430X

QuantFits?Max contextSpeedBeyond context
FP16 yes 5988k 4218.1-5155.5 t/s ~7.2-8.9 (slow)
Q8 yes 6015k 8436.2-10310.9 t/s ~14.5-17.7 (slow)
Q4 yes 6027k 15064.7-18412.4 t/s ~25.9-31.6 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.

FAQ

Can the Instinct MI430X run FRED-T5-XL?โ–ถ

Yes. At Q4 it generates ~15064.7-18412.4 tok/s and fits up to 6027k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~25.9-31.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 6027k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.